{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "import matplotlib.pyplot as plt\n",
    "import causal_convolution_layer\n",
    "import Dataloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "from torch.utils.data import DataLoader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x: 4500*120 fx: 4500*120\n",
      "x: 500*120 fx: 500*120\n",
      "x: 1000*120 fx: 1000*120\n"
     ]
    }
   ],
   "source": [
    "train_dataset = Dataloader.time_series_decoder_paper(96,4500)\n",
    "validation_dataset = Dataloader.time_series_decoder_paper(96,500)\n",
    "test_dataset = Dataloader.time_series_decoder_paper(96,1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "criterion = torch.nn.MSELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dl = DataLoader(train_dataset,batch_size=32,shuffle=True)\n",
    "validation_dl = DataLoader(validation_dataset,batch_size=64)\n",
    "test_dl = DataLoader(test_dataset,batch_size=128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "24"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dataset[0][0][96:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM ATTEMPT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LSTM_Time_Series(torch.nn.Module):\n",
    "    def __init__(self,input_size=2,embedding_size=256,kernel_width=9,hidden_size=512):\n",
    "        super(LSTM_Time_Series,self).__init__()\n",
    "        \n",
    "        self.input_embedding = causal_convolution_layer.context_embedding(input_size,embedding_size,kernel_width)    \n",
    "        \n",
    "        self.lstm = torch.nn.LSTM(embedding_size,hidden_size,batch_first=True)\n",
    "        \n",
    "        self.fc1 = torch.nn.Linear(hidden_size,1)\n",
    "        \n",
    "    def forward(self,x,y):\n",
    "        \"\"\"\n",
    "        x: the time covariate\n",
    "        y: the observed target\n",
    "        \"\"\"\n",
    "        # concatenate observed points and time covariate\n",
    "        # (B,input size + covariate size,sequence length)\n",
    "        z_obs = torch.cat((y.unsqueeze(1),x.unsqueeze(1)),1)\n",
    "\n",
    "        # input_embedding returns shape (B,embedding size,sequence length)\n",
    "        z_obs_embedding = self.input_embedding(z_obs)\n",
    "        \n",
    "        # permute axes (B,sequence length, embedding size)\n",
    "        z_obs_embedding = self.input_embedding(z_obs).permute(0,2,1)\n",
    "                \n",
    "        # all hidden states from lstm\n",
    "        # (B,sequence length,num_directions * hidden size)\n",
    "        lstm_out,_ = self.lstm(z_obs_embedding)\n",
    "        \n",
    "        # input to nn.Linear: (N,*,Hin)\n",
    "        # output (N,*,Hout)\n",
    "        return self.fc1(lstm_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "criterion_LSTM = torch.nn.MSELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "LSTM = LSTM_Time_Series().cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = .0005 # learning rate\n",
    "optimizer = torch.optim.Adam(LSTM.parameters(), lr=lr)\n",
    "epochs = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Dp(y_pred,y_true,q):\n",
    "    return max([q*(y_pred-y_true),(q-1)*(y_pred-y_true)])\n",
    "\n",
    "def Rp_num_den(y_preds,y_trues,q):\n",
    "    numerator = np.sum([Dp(y_pred,y_true,q) for y_pred,y_true in zip(y_preds,y_trues)])\n",
    "    denominator = np.sum([np.abs(y_true) for y_true in y_trues])\n",
    "    return numerator,denominator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_epoch(LSTM,train_dl,t0=96):\n",
    "    LSTM.train()\n",
    "    train_loss = 0\n",
    "    n = 0\n",
    "    for step,(x,y,_) in enumerate(train_dl):\n",
    "        x = x.cuda()\n",
    "        y = y.cuda()\n",
    "        \n",
    "        optimizer.zero_grad()\n",
    "        output = LSTM(x,y)\n",
    "        loss = criterion(output.squeeze()[:,(t0-1):(t0+24-1)],y.cuda()[:,t0:])        \n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "        train_loss += (loss.detach().cpu().item() * x.shape[0])\n",
    "        n += x.shape[0]\n",
    "    return train_loss/n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def eval_epoch(LSTM,validation_dl,t0=96):\n",
    "    LSTM.eval()\n",
    "    eval_loss = 0\n",
    "    n = 0\n",
    "    with torch.no_grad():\n",
    "        for step,(x,y,_) in enumerate(train_dl):\n",
    "            x = x.cuda()\n",
    "            y = y.cuda()\n",
    "\n",
    "            output = LSTM(x,y)\n",
    "            loss = criterion(output.squeeze()[:,(t0-1):(t0+24-1)],y.cuda()[:,t0:])        \n",
    "        \n",
    "            eval_loss += (loss.detach().cpu().item() * x.shape[0])\n",
    "            n += x.shape[0]\n",
    "            \n",
    "    return eval_loss/n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_epoch(LSTM,test_dl,t0=96):\n",
    "    with torch.no_grad():\n",
    "        predictions = []\n",
    "        observations = []\n",
    "\n",
    "        LSTM.eval()\n",
    "        for step,(x,y,_) in enumerate(train_dl):\n",
    "            x = x.cuda()\n",
    "            y = y.cuda()\n",
    "\n",
    "            output = LSTM(x,y)\n",
    "\n",
    "            for p,o in zip(output.squeeze()[:,(t0-1):(t0+24-1)].cpu().numpy().tolist(),y.cuda()[:,t0:].cpu().numpy().tolist()):\n",
    "\n",
    "                predictions.append(p)\n",
    "                observations.append(o)\n",
    "\n",
    "        num = 0\n",
    "        den = 0\n",
    "        for y_preds,y_trues in zip(predictions,observations):\n",
    "            num_i,den_i = Rp_num_den(y_preds,y_trues,.5)\n",
    "            num+=num_i\n",
    "            den+=den_i\n",
    "        Rp = (2*num)/den\n",
    "        \n",
    "    return Rp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0: Train loss=931.8386131727431 \t Eval loss = 902.5100592990451 \t Rp=0.35420285470804513\n",
      "Epoch 1: Train loss=898.192623860677 \t Eval loss = 895.0723541124132 \t Rp=0.3519585324165268\n",
      "Epoch 2: Train loss=785.5823402777778 \t Eval loss = 454.04180560980905 \t Rp=0.22379531432090632\n",
      "Epoch 3: Train loss=228.33513615587023 \t Eval loss = 124.75557482910156 \t Rp=0.08848298635607509\n",
      "Epoch 4: Train loss=87.8933021375868 \t Eval loss = 60.40662610880534 \t Rp=0.06038000598736438\n",
      "Epoch 5: Train loss=44.626654524061415 \t Eval loss = 31.639441833496093 \t Rp=0.04394083041339666\n",
      "Epoch 6: Train loss=24.75927567884657 \t Eval loss = 18.87621740468343 \t Rp=0.03499193709915784\n",
      "Epoch 7: Train loss=15.507839687771268 \t Eval loss = 12.680300285339355 \t Rp=0.030059860650706156\n",
      "Epoch 8: Train loss=10.77847634294298 \t Eval loss = 9.057627142164442 \t Rp=0.026143892203727544\n",
      "Epoch 9: Train loss=8.036535350375706 \t Eval loss = 7.232348187764486 \t Rp=0.024657618098944213\n",
      "Epoch 10: Train loss=6.478422111511231 \t Eval loss = 6.029114224327935 \t Rp=0.023145303095509735\n",
      "Epoch 11: Train loss=5.410932923210992 \t Eval loss = 4.94609411960178 \t Rp=0.021079311056743513\n",
      "Epoch 12: Train loss=4.7689558313157825 \t Eval loss = 4.470485847473144 \t Rp=0.02049424508345864\n",
      "Epoch 13: Train loss=4.369995737923516 \t Eval loss = 4.168312014685736 \t Rp=0.02029967164891251\n",
      "Epoch 14: Train loss=3.960655996322632 \t Eval loss = 3.894639995574951 \t Rp=0.019765286427373067\n",
      "Epoch 15: Train loss=3.7405719521840415 \t Eval loss = 3.658956692589654 \t Rp=0.019187517823591384\n",
      "Epoch 16: Train loss=3.586557669745551 \t Eval loss = 3.4845603601667614 \t Rp=0.019053382460622093\n",
      "Epoch 17: Train loss=3.4050592193603517 \t Eval loss = 3.5734917390611436 \t Rp=0.01930302799653695\n",
      "Epoch 18: Train loss=3.310136872185601 \t Eval loss = 3.2486651231977675 \t Rp=0.018432888579052512\n",
      "Epoch 19: Train loss=3.172708420647515 \t Eval loss = 3.182022408167521 \t Rp=0.018328725831228746\n",
      "Epoch 20: Train loss=3.2168050507439507 \t Eval loss = 3.213664444181654 \t Rp=0.01854152063454037\n",
      "Epoch 21: Train loss=3.0516170582241484 \t Eval loss = 2.8939280545976427 \t Rp=0.01733332597726992\n",
      "Epoch 22: Train loss=2.999285462273492 \t Eval loss = 2.8735761761135525 \t Rp=0.017363101429338817\n",
      "Epoch 23: Train loss=3.022554269366794 \t Eval loss = 2.865754454082913 \t Rp=0.017330710371087313\n",
      "Epoch 24: Train loss=2.982526117536757 \t Eval loss = 2.954714071485731 \t Rp=0.017758850097382792\n",
      "Epoch 25: Train loss=2.9067481761508516 \t Eval loss = 2.8383524979485406 \t Rp=0.017213507670018398\n",
      "Epoch 26: Train loss=2.816651965459188 \t Eval loss = 2.770278224733141 \t Rp=0.017023753297346164\n",
      "Epoch 27: Train loss=2.8311458625793455 \t Eval loss = 2.88086214934455 \t Rp=0.01734417947788867\n",
      "Epoch 28: Train loss=2.949771605597602 \t Eval loss = 2.7674671348995634 \t Rp=0.017063707063906825\n",
      "Epoch 29: Train loss=2.862074010848999 \t Eval loss = 2.9819240169525147 \t Rp=0.017889607591502637\n",
      "Epoch 30: Train loss=2.775106270260281 \t Eval loss = 2.6418012303246394 \t Rp=0.01650213890064106\n",
      "Epoch 31: Train loss=2.7153860592312284 \t Eval loss = 2.630810526529948 \t Rp=0.016539534074202635\n",
      "Epoch 32: Train loss=2.7135105624728735 \t Eval loss = 2.618151603486803 \t Rp=0.01641991569638286\n",
      "Epoch 33: Train loss=2.6842962686750624 \t Eval loss = 2.712464652803209 \t Rp=0.01693124755526559\n",
      "Epoch 34: Train loss=2.748229074902005 \t Eval loss = 2.810227536095513 \t Rp=0.017430835804370215\n",
      "Epoch 35: Train loss=2.7681352763705784 \t Eval loss = 2.834328275680542 \t Rp=0.01743836520273711\n",
      "Epoch 36: Train loss=2.7046824595133465 \t Eval loss = 2.568723876317342 \t Rp=0.016365842467990777\n",
      "Epoch 37: Train loss=2.6431492364671496 \t Eval loss = 2.6225027830335828 \t Rp=0.016388841893467405\n",
      "Epoch 38: Train loss=2.624751578648885 \t Eval loss = 2.5140613757239447 \t Rp=0.016155088671015987\n",
      "Epoch 39: Train loss=2.7110188003116185 \t Eval loss = 2.6714451652103 \t Rp=0.016818239116653165\n",
      "Epoch 40: Train loss=2.582103424496121 \t Eval loss = 2.501203693177965 \t Rp=0.016139509131291894\n",
      "Epoch 41: Train loss=2.6655263419681123 \t Eval loss = 2.5358974685668945 \t Rp=0.01625289266965646\n",
      "Epoch 42: Train loss=2.572988692389594 \t Eval loss = 2.608152835210164 \t Rp=0.016406025123519918\n",
      "Epoch 43: Train loss=2.5800566541883683 \t Eval loss = 2.616613885667589 \t Rp=0.016718077618355115\n",
      "Epoch 44: Train loss=2.5702885027991402 \t Eval loss = 2.6487023148006865 \t Rp=0.01677465822967877\n",
      "Epoch 45: Train loss=2.536351497862074 \t Eval loss = 2.4732354390886093 \t Rp=0.01607801286535664\n",
      "Epoch 46: Train loss=2.5450445098876955 \t Eval loss = 2.651980213165283 \t Rp=0.01674142195317978\n",
      "Epoch 47: Train loss=2.5286437653435603 \t Eval loss = 2.456584206475152 \t Rp=0.015980508770490478\n",
      "Epoch 48: Train loss=2.575495459238688 \t Eval loss = 2.3836952239142524 \t Rp=0.015705525012935432\n",
      "Epoch 49: Train loss=2.5032741095225015 \t Eval loss = 2.5563417619069417 \t Rp=0.016374266600743103\n",
      "Epoch 50: Train loss=2.541812143749661 \t Eval loss = 2.4833723519643147 \t Rp=0.016127814323559794\n",
      "Epoch 51: Train loss=2.4904482284122045 \t Eval loss = 2.413775242275662 \t Rp=0.015869266415517648\n",
      "Epoch 52: Train loss=2.5487178122202554 \t Eval loss = 2.626886164771186 \t Rp=0.016745266292315566\n",
      "Epoch 53: Train loss=2.5179762202368843 \t Eval loss = 2.6042262878417968 \t Rp=0.01665037370597308\n",
      "Epoch 54: Train loss=2.4893685652414956 \t Eval loss = 2.336817282146878 \t Rp=0.015564985181239832\n",
      "Epoch 55: Train loss=2.470373009575738 \t Eval loss = 2.483391700744629 \t Rp=0.016097992056589957\n",
      "Epoch 56: Train loss=2.484732699288262 \t Eval loss = 2.416098904291789 \t Rp=0.015831738298836242\n",
      "Epoch 57: Train loss=2.501597820917765 \t Eval loss = 2.394953009287516 \t Rp=0.015774399998811237\n",
      "Epoch 58: Train loss=2.471848234600491 \t Eval loss = 2.776921941121419 \t Rp=0.017361444791478598\n",
      "Epoch 59: Train loss=2.4421442917717826 \t Eval loss = 2.3957152593400743 \t Rp=0.015765821568855493\n",
      "Epoch 60: Train loss=2.432658887439304 \t Eval loss = 2.456130587048001 \t Rp=0.01613272875699202\n",
      "Epoch 61: Train loss=2.414811621771918 \t Eval loss = 2.9450486034817165 \t Rp=0.018235857631999485\n",
      "Epoch 62: Train loss=2.4587110515170627 \t Eval loss = 2.3819378634558785 \t Rp=0.015779303821668752\n",
      "Epoch 63: Train loss=2.471559033923679 \t Eval loss = 2.461681057188246 \t Rp=0.016018340916197547\n",
      "Epoch 64: Train loss=2.426529990726047 \t Eval loss = 2.309631119410197 \t Rp=0.015490230968787374\n",
      "Epoch 65: Train loss=2.419075947019789 \t Eval loss = 2.3966235769059923 \t Rp=0.015698474828140026\n",
      "Epoch 66: Train loss=2.370958540174696 \t Eval loss = 2.409999561521742 \t Rp=0.01590462562075113\n",
      "Epoch 67: Train loss=2.4882028109232586 \t Eval loss = 2.6859956130981444 \t Rp=0.017125615226237824\n",
      "Epoch 68: Train loss=2.4383701684739854 \t Eval loss = 2.3527961724599202 \t Rp=0.01562687606985492\n",
      "Epoch 69: Train loss=2.4474827168782554 \t Eval loss = 2.457513879352146 \t Rp=0.016034398745698772\n",
      "Epoch 70: Train loss=2.3636919354332817 \t Eval loss = 2.394430252922906 \t Rp=0.015776362130302993\n",
      "Epoch 71: Train loss=2.4114913980695936 \t Eval loss = 2.5816647237141925 \t Rp=0.016531825589353254\n",
      "Epoch 72: Train loss=2.407682894176907 \t Eval loss = 2.4500065347883435 \t Rp=0.016065773443998944\n",
      "Epoch 73: Train loss=2.421500503116184 \t Eval loss = 2.3481265595753986 \t Rp=0.015675599928867547\n",
      "Epoch 74: Train loss=2.3791003547244602 \t Eval loss = 2.3615881701575385 \t Rp=0.015748412384319465\n",
      "Epoch 75: Train loss=2.3511376484764948 \t Eval loss = 2.274712100982666 \t Rp=0.015411171881246093\n",
      "Epoch 76: Train loss=2.377798164155748 \t Eval loss = 2.336722375869751 \t Rp=0.015624189172942237\n",
      "Epoch 77: Train loss=2.3776456934611003 \t Eval loss = 2.303110122044881 \t Rp=0.015479824636021404\n",
      "Epoch 78: Train loss=2.3337877373165554 \t Eval loss = 2.2911552691989474 \t Rp=0.015454830760230628\n",
      "Epoch 79: Train loss=2.339118429819743 \t Eval loss = 2.2893801839616565 \t Rp=0.015428108634305843\n",
      "Epoch 80: Train loss=2.394251960542467 \t Eval loss = 2.5712743915981715 \t Rp=0.016560615006280695\n",
      "Epoch 81: Train loss=2.3527992884318034 \t Eval loss = 2.295589204788208 \t Rp=0.015463695166163435\n",
      "Epoch 82: Train loss=2.3562558686998156 \t Eval loss = 2.412223155339559 \t Rp=0.01607302765527186\n",
      "Epoch 83: Train loss=2.3720693872239855 \t Eval loss = 2.326934123357137 \t Rp=0.015480448796766166\n",
      "Epoch 84: Train loss=2.34380946498447 \t Eval loss = 2.295160532845391 \t Rp=0.015410015792768631\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 85: Train loss=2.3535662549336753 \t Eval loss = 2.2349119981129966 \t Rp=0.015250511077282593\n",
      "Epoch 86: Train loss=2.3798094064924453 \t Eval loss = 2.3007770790523954 \t Rp=0.015500830301239757\n",
      "Epoch 87: Train loss=2.3364432267083064 \t Eval loss = 2.3381012070973712 \t Rp=0.01566594184942022\n",
      "Epoch 88: Train loss=2.335901609208849 \t Eval loss = 2.496857656902737 \t Rp=0.016196769137874854\n",
      "Epoch 89: Train loss=2.3326174009111194 \t Eval loss = 2.3011999855041503 \t Rp=0.015525667967488175\n",
      "Epoch 90: Train loss=2.3161577712164987 \t Eval loss = 2.295529117796156 \t Rp=0.015579123412296553\n",
      "Epoch 91: Train loss=2.331868735207452 \t Eval loss = 2.256237250434028 \t Rp=0.015347738101044063\n",
      "Epoch 92: Train loss=2.3158297032250297 \t Eval loss = 2.3166277440389 \t Rp=0.015624455275874406\n",
      "Epoch 93: Train loss=2.3025298438602024 \t Eval loss = 2.2762691769070096 \t Rp=0.015453548124189339\n",
      "Epoch 94: Train loss=2.325308758629693 \t Eval loss = 2.3548189324273006 \t Rp=0.015704463373693533\n",
      "Epoch 95: Train loss=2.3315583457946776 \t Eval loss = 2.323955628077189 \t Rp=0.01553535385114678\n",
      "Epoch 96: Train loss=2.311884265475803 \t Eval loss = 2.294884583155314 \t Rp=0.01548032511206963\n",
      "Epoch 97: Train loss=2.348830092112223 \t Eval loss = 2.2589343819088405 \t Rp=0.015390187193750661\n",
      "Epoch 98: Train loss=2.322405301623874 \t Eval loss = 2.3993637629614937 \t Rp=0.016041703809196124\n",
      "Epoch 99: Train loss=2.3396229924096 \t Eval loss = 2.2066099219852022 \t Rp=0.01514553921179006\n"
     ]
    }
   ],
   "source": [
    "train_epoch_loss = []\n",
    "eval_epoch_loss = []\n",
    "Rp_best = 10\n",
    "for e,epoch in enumerate(range(epochs)):\n",
    "    train_loss = []\n",
    "    eval_loss = []\n",
    "    \n",
    "    l_train = train_epoch(LSTM,train_dl)\n",
    "    train_loss.append(l_train)\n",
    "    \n",
    "    l_eval = eval_epoch(LSTM,validation_dl)\n",
    "    eval_loss.append(l_eval)\n",
    "            \n",
    "    Rp = test_epoch(LSTM,test_dl)\n",
    "    \n",
    "    if Rp_best > Rp:\n",
    "        Rp_best = Rp\n",
    "\n",
    "    with torch.no_grad():\n",
    "        print(\"Epoch {}: Train loss={} \\t Eval loss = {} \\t Rp={}\".format(e,np.mean(train_loss),np.mean(eval_loss),Rp))\n",
    "        \n",
    "        train_epoch_loss.append(np.mean(train_loss))\n",
    "        eval_epoch_loss.append(np.mean(eval_loss))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Rp=0.01514553921179006\n"
     ]
    }
   ],
   "source": [
    "print(\"Best Rp={}\".format(Rp_best))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.plot(train_epoch_loss)\n",
    "plt.plot(eval_epoch_loss)\n",
    "plt.legend(['Train Loss','Eval Loss'],fontsize=25)\n",
    "plt.xlabel(\"Epoch\",fontsize=25)\n",
    "plt.ylabel(\"MSE Loss\",fontsize=25)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lpott\\anaconda3\\envs\\NLP\\lib\\site-packages\\torch\\nn\\functional.py:1339: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lpott\\anaconda3\\envs\\NLP\\lib\\site-packages\\torch\\nn\\functional.py:1339: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lpott\\anaconda3\\envs\\NLP\\lib\\site-packages\\torch\\nn\\functional.py:1339: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lpott\\anaconda3\\envs\\NLP\\lib\\site-packages\\torch\\nn\\functional.py:1339: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lpott\\anaconda3\\envs\\NLP\\lib\\site-packages\\torch\\nn\\functional.py:1339: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lpott\\anaconda3\\envs\\NLP\\lib\\site-packages\\torch\\nn\\functional.py:1339: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n",
      "  warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n"
     ]
    }
   ],
   "source": [
    "n_plots = 5\n",
    "t0=96\n",
    "with torch.no_grad():\n",
    "    LSTM.eval()\n",
    "    for step,(x,y,_) in enumerate(test_dl):\n",
    "        x = x.cuda()\n",
    "        y = y.cuda()\n",
    "\n",
    "        output = LSTM(x,y)\n",
    "\n",
    "\n",
    "        if step > n_plots:\n",
    "            break\n",
    "\n",
    "        with torch.no_grad():\n",
    "            plt.figure(figsize=(10,10))\n",
    "            plt.plot(x[0].cpu().detach().squeeze().numpy(),y[0].cpu().detach().squeeze().numpy(),'g--',linewidth=3)    \n",
    "            plt.plot(x[0,t0:].cpu().detach().squeeze().numpy(),output[0,(t0-1):(t0+24-1)].cpu().detach().squeeze().numpy(),'b--',linewidth=3)\n",
    "\n",
    "            plt.xlabel(\"x\",fontsize=20)\n",
    "            plt.legend([\"$[0,t_0+24)_{obs}$\",\"$[t_0,t_0+24)_{predicted}$\"])\n",
    "            plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
